In this study, we constructed machine learning (ML) models for ESCC diagnosis using the serum levels of 6 TAAbs (c-myc, NY-ESO-1, p53, p62, RalA, and Sui1) and compared their performance with that of a conventional approach. Here, EIF1 is linked to esophageal squamous cell carcinoma.